Pandas Profiling Report

Dataset statistics

Number of variables	18
Number of observations	12493
Missing cells	626
Missing cells (%)	0.3%
Duplicate rows	151
Duplicate rows (%)	1.2%
Total size in memory	1.5 MiB
Average record size in memory	130.0 B

Variable types

Numeric	13
Categorical	3
Boolean	2

Alerts

Dataset has 151 (1.2%) duplicate rows	Duplicates
`Administrative` is highly overall correlated with `Administrative_Duration`	High correlation
`Administrative_Duration` is highly overall correlated with `Administrative`	High correlation
`BounceRates` is highly overall correlated with `ExitRates`	High correlation
`ExitRates` is highly overall correlated with `BounceRates` and 1 other fields	High correlation
`Informational` is highly overall correlated with `Informational_Duration`	High correlation
`Informational_Duration` is highly overall correlated with `Informational`	High correlation
`ProductRelated` is highly overall correlated with `ExitRates` and 1 other fields	High correlation
`ProductRelated_Duration` is highly overall correlated with `ProductRelated`	High correlation
`VisitorType` is highly imbalanced (60.1%)	Imbalance
`PageValues` has 626 (5.0%) missing values	Missing
`Administrative` has 5851 (46.8%) zeros	Zeros
`Administrative_Duration` has 5993 (48.0%) zeros	Zeros
`Informational` has 9828 (78.7%) zeros	Zeros
`Informational_Duration` has 10055 (80.5%) zeros	Zeros
`ProductRelated_Duration` has 763 (6.1%) zeros	Zeros
`BounceRates` has 5568 (44.6%) zeros	Zeros
`PageValues` has 9237 (73.9%) zeros	Zeros
`SpecialDay` has 11226 (89.9%) zeros	Zeros

Reproduction

Analysis started	2024-06-08 03:56:53.246843
Analysis finished	2024-06-08 03:57:04.017418
Duration	10.77 seconds
Software version	ydata-profiling v4.8.3
Download configuration	config.json

Administrative
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3097735

Minimum	0
Maximum	27
Zeros	5851
Zeros (%)	46.8%
Negative	0
Negative (%)	0.0%
Memory size	97.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	9
Maximum	27
Range	27
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.3253648
Coefficient of variation (CV)	1.4396931
Kurtosis	4.9469442
Mean	2.3097735
Median Absolute Deviation (MAD)	1
Skewness	1.9919156
Sum	28856
Variance	11.058051
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	5851	46.8%
1	1378	11.0%
2	1124	9.0%
3	927	7.4%
4	778	6.2%
5	584	4.7%
6	434	3.5%
7	344	2.8%
8	287	2.3%
9	225	1.8%
Other values (17)	561	4.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5851	46.8%
1	1378	11.0%
2	1124	9.0%
3	927	7.4%
4	778	6.2%
5	584	4.7%
6	434	3.5%
7	344	2.8%
8	287	2.3%
9	225	1.8%

Value	Count	Frequency (%)
27	1	< 0.1%
26	1	< 0.1%
24	4	< 0.1%
23	6	< 0.1%
22	4	< 0.1%
21	2	< 0.1%
20	2	< 0.1%
19	6	< 0.1%
18	12	0.1%
17	16	0.1%

Administrative_Duration
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	3335
Distinct (%)	26.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	80.349079

Minimum	0
Maximum	3398.75
Zeros	5993
Zeros (%)	48.0%
Negative	0
Negative (%)	0.0%
Memory size	97.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	7
Q3	92.5
95-th percentile	344.7
Maximum	3398.75
Range	3398.75
Interquartile range (IQR)	92.5

Descriptive statistics

Standard deviation	175.92375
Coefficient of variation (CV)	2.189493
Kurtosis	50.956139
Mean	80.349079
Median Absolute Deviation (MAD)	7
Skewness	5.632885
Sum	1003801
Variance	30949.164
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5993	48.0%
4	56	0.4%
5	53	0.4%
7	45	0.4%
11	42	0.3%
6	41	0.3%
14	37	0.3%
15	36	0.3%
9	35	0.3%
10	32	0.3%
Other values (3325)	6123	49.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5993	48.0%
1.333333333	1	< 0.1%
2	15	0.1%
3	26	0.2%
3.5	4	< 0.1%
4	56	0.4%
4.333333333	1	< 0.1%
4.5	2	< 0.1%
4.75	1	< 0.1%
5	53	0.4%

Value	Count	Frequency (%)
3398.75	1	< 0.1%
2720.5	1	< 0.1%
2657.318056	1	< 0.1%
2629.253968	1	< 0.1%
2407.42381	1	< 0.1%
2156.166667	1	< 0.1%
2137.112745	1	< 0.1%
2086.75	1	< 0.1%
2047.234848	1	< 0.1%
1951.279141	1	< 0.1%

Informational
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	17
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.50260146

Minimum	0
Maximum	24
Zeros	9828
Zeros (%)	78.7%
Negative	0
Negative (%)	0.0%
Memory size	97.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	24
Range	24
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.267123
Coefficient of variation (CV)	2.5211289
Kurtosis	26.89237
Mean	0.50260146
Median Absolute Deviation (MAD)	0
Skewness	4.0319265
Sum	6279
Variance	1.6056008
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	9828	78.7%
1	1054	8.4%
2	743	5.9%
3	380	3.0%
4	225	1.8%
5	102	0.8%
6	78	0.6%
7	36	0.3%
9	15	0.1%
8	14	0.1%
Other values (7)	18	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9828	78.7%
1	1054	8.4%
2	743	5.9%
3	380	3.0%
4	225	1.8%
5	102	0.8%
6	78	0.6%
7	36	0.3%
8	14	0.1%
9	15	0.1%

Value	Count	Frequency (%)
24	1	< 0.1%
16	1	< 0.1%
14	2	< 0.1%
13	1	< 0.1%
12	5	< 0.1%
11	1	< 0.1%
10	7	0.1%
9	15	0.1%
8	14	0.1%
7	36	0.3%

Informational_Duration
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1258
Distinct (%)	10.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.338417

Minimum	0
Maximum	2549.375
Zeros	10055
Zeros (%)	80.5%
Negative	0
Negative (%)	0.0%
Memory size	97.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	195
Maximum	2549.375
Range	2549.375
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	140.06582
Coefficient of variation (CV)	4.0789831
Kurtosis	76.863124
Mean	34.338417
Median Absolute Deviation (MAD)	0
Skewness	7.5988141
Sum	428989.84
Variance	19618.435
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	10055	80.5%
9	33	0.3%
6	26	0.2%
7	26	0.2%
10	26	0.2%
16	24	0.2%
12	23	0.2%
13	23	0.2%
8	22	0.2%
11	21	0.2%
Other values (1248)	2214	17.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10055	80.5%
1	3	< 0.1%
1.5	1	< 0.1%
2	11	0.1%
2.5	1	< 0.1%
3	16	0.1%
3.5	1	< 0.1%
4	17	0.1%
5	18	0.1%
5.5	3	< 0.1%

Value	Count	Frequency (%)
2549.375	1	< 0.1%
2256.916667	1	< 0.1%
2252.033333	1	< 0.1%
2195.3	1	< 0.1%
2166.5	1	< 0.1%
2050.433333	1	< 0.1%
1949.166667	1	< 0.1%
1830.5	1	< 0.1%
1779.166667	1	< 0.1%
1778	1	< 0.1%

ProductRelated
Real number (ℝ)

HIGH CORRELATION

Distinct	311
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.701273

Minimum	0
Maximum	705
Zeros	39
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	97.7 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	7
median	18
Q3	38
95-th percentile	109
Maximum	705
Range	705
Interquartile range (IQR)	31

Descriptive statistics

Standard deviation	44.351149
Coefficient of variation (CV)	1.3990337
Kurtosis	31.214201
Mean	31.701273
Median Absolute Deviation (MAD)	13
Skewness	4.3373629
Sum	396044
Variance	1967.0244
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	625	5.0%
2	476	3.8%
3	463	3.7%
4	408	3.3%
6	405	3.2%
7	395	3.2%
5	389	3.1%
8	382	3.1%
10	330	2.6%
9	317	2.5%
Other values (301)	8303	66.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	39	0.3%
1	625	5.0%
2	476	3.8%
3	463	3.7%
4	408	3.3%
5	389	3.1%
6	405	3.2%
7	395	3.2%
8	382	3.1%
9	317	2.5%

Value	Count	Frequency (%)
705	1	< 0.1%
686	1	< 0.1%
584	1	< 0.1%
534	1	< 0.1%
518	1	< 0.1%
517	1	< 0.1%
501	1	< 0.1%
486	1	< 0.1%
470	1	< 0.1%
449	1	< 0.1%

ProductRelated_Duration
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9551
Distinct (%)	76.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1192.8265

Minimum	0
Maximum	63973.522
Zeros	763
Zeros (%)	6.1%
Negative	0
Negative (%)	0.0%
Memory size	97.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	184.33333
median	598.77857
Q3	1464.2096
95-th percentile	4298.9298
Maximum	63973.522
Range	63973.522
Interquartile range (IQR)	1279.8763

Descriptive statistics

Standard deviation	1907.0686
Coefficient of variation (CV)	1.5987813
Kurtosis	137.318
Mean	1192.8265
Median Absolute Deviation (MAD)	500.44524
Skewness	7.2534629
Sum	14901981
Variance	3636910.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	763	6.1%
17	21	0.2%
8	17	0.1%
11	17	0.1%
7	17	0.1%
15	16	0.1%
19	15	0.1%
22	15	0.1%
12	15	0.1%
13	14	0.1%
Other values (9541)	11583	92.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	763	6.1%
0.5	1	< 0.1%
1	2	< 0.1%
2.333333333	1	< 0.1%
2.666666667	1	< 0.1%
3	5	< 0.1%
4	10	0.1%
5	13	0.1%
5.333333333	1	< 0.1%
6	5	< 0.1%

Value	Count	Frequency (%)
63973.52223	1	< 0.1%
43171.23338	1	< 0.1%
29970.46597	1	< 0.1%
27009.85943	1	< 0.1%
24844.1562	1	< 0.1%
23888.81	1	< 0.1%
23342.08205	1	< 0.1%
23050.10414	1	< 0.1%
21857.04648	1	< 0.1%
21672.24425	1	< 0.1%

BounceRates
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1872
Distinct (%)	15.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.022214841

Minimum	0
Maximum	0.2
Zeros	5568
Zeros (%)	44.6%
Negative	0
Negative (%)	0.0%
Memory size	97.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.003174603
Q3	0.017123288
95-th percentile	0.2
Maximum	0.2
Range	0.2
Interquartile range (IQR)	0.017123288

Descriptive statistics

Standard deviation	0.048426283
Coefficient of variation (CV)	2.1799068
Kurtosis	7.7489478
Mean	0.022214841
Median Absolute Deviation (MAD)	0.003174603
Skewness	2.9508705
Sum	277.53001
Variance	0.0023451049
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5568	44.6%
0.2	708	5.7%
0.066666667	135	1.1%
0.05	117	0.9%
0.028571429	115	0.9%
0.025	109	0.9%
0.04	102	0.8%
0.033333333	101	0.8%
0.016666667	99	0.8%
0.1	98	0.8%
Other values (1862)	5341	42.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5568	44.6%
2.73 × 10^-5	1	< 0.1%
3.35 × 10^-5	1	< 0.1%
3.83 × 10^-5	1	< 0.1%
3.94 × 10^-5	1	< 0.1%
7.09 × 10^-5	1	< 0.1%
7.27 × 10^-5	1	< 0.1%
7.5 × 10^-5	1	< 0.1%
8.01 × 10^-5	1	< 0.1%
8.08 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.2	708	5.7%
0.183333333	1	< 0.1%
0.18	5	< 0.1%
0.176923077	1	< 0.1%
0.175	1	< 0.1%
0.166666667	4	< 0.1%
0.164285714	1	< 0.1%
0.164230769	1	< 0.1%
0.161904762	1	< 0.1%
0.16	3	< 0.1%

ExitRates
Real number (ℝ)

HIGH CORRELATION

Distinct	4777
Distinct (%)	38.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.043139975

Minimum	0
Maximum	0.2
Zeros	76
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	97.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0.004574939
Q1	0.014285714
median	0.025308642
Q3	0.05
95-th percentile	0.2
Maximum	0.2
Range	0.2
Interquartile range (IQR)	0.035714286

Descriptive statistics

Standard deviation	0.048566624
Coefficient of variation (CV)	1.1257917
Kurtosis	4.0104596
Mean	0.043139975
Median Absolute Deviation (MAD)	0.014212075
Skewness	2.1462458
Sum	538.94771
Variance	0.002358717
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	718	5.7%
0.1	346	2.8%
0.05	343	2.7%
0.033333333	291	2.3%
0.066666667	269	2.2%
0.025	229	1.8%
0.04	214	1.7%
0.016666667	181	1.4%
0.02	167	1.3%
0.022222222	154	1.2%
Other values (4767)	9581	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	76	0.6%
0.000175593	1	< 0.1%
0.000250438	1	< 0.1%
0.000262123	1	< 0.1%
0.000263158	1	< 0.1%
0.000292398	1	< 0.1%
0.000409836	1	< 0.1%
0.000446429	1	< 0.1%
0.000468384	1	< 0.1%
0.000480769	1	< 0.1%

Value	Count	Frequency (%)
0.2	718	5.7%
0.192307692	1	< 0.1%
0.188888889	2	< 0.1%
0.186666667	4	< 0.1%
0.183333333	2	< 0.1%
0.181818182	1	< 0.1%
0.18034188	1	< 0.1%
0.18	3	< 0.1%
0.177777778	5	< 0.1%
0.175	6	< 0.1%

PageValues
Real number (ℝ)

MISSING ZEROS

Distinct	2574
Distinct (%)	21.7%
Missing	626
Missing (%)	5.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.8506274

Minimum	0
Maximum	361.76374
Zeros	9237
Zeros (%)	73.9%
Negative	0
Negative (%)	0.0%
Memory size	97.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	38.045832
Maximum	361.76374
Range	361.76374
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	18.494055
Coefficient of variation (CV)	3.161038
Kurtosis	67.936624
Mean	5.8506274
Median Absolute Deviation (MAD)	0
Skewness	6.4766172
Sum	69429.395
Variance	342.03008
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9237	73.9%
53.988	6	< 0.1%
14.25648352	4	< 0.1%
1.023391581	4	< 0.1%
5.167133333	4	< 0.1%
8.497935484	4	< 0.1%
63.891	4	< 0.1%
9.869649371	3	< 0.1%
68.25041784	3	< 0.1%
5.408935339	3	< 0.1%
Other values (2564)	2595	20.8%
(Missing)	626	5.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9237	73.9%
0.038034542	1	< 0.1%
0.067049546	1	< 0.1%
0.093546949	1	< 0.1%
0.098621403	1	< 0.1%
0.120699914	1	< 0.1%
0.129676893	1	< 0.1%
0.131837013	1	< 0.1%
0.139200623	1	< 0.1%
0.150650498	1	< 0.1%

Value	Count	Frequency (%)
361.7637419	1	< 0.1%
360.9533839	1	< 0.1%
287.9537928	1	< 0.1%
270.7846931	1	< 0.1%
261.4912857	1	< 0.1%
258.5498732	1	< 0.1%
255.5691579	1	< 0.1%
254.6071579	1	< 0.1%
246.7585902	1	< 0.1%
239.98	1	< 0.1%

SpecialDay
Real number (ℝ)

ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.061522453

Minimum	0
Maximum	1
Zeros	11226
Zeros (%)	89.9%
Negative	0
Negative (%)	0.0%
Memory size	97.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.6
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.19909213
Coefficient of variation (CV)	3.2360889
Kurtosis	9.8570844
Mean	0.061522453
Median Absolute Deviation (MAD)	0
Skewness	3.2958973
Sum	768.6
Variance	0.039637676
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	11226	89.9%
0.6	357	2.9%
0.8	334	2.7%
0.4	244	2.0%
0.2	178	1.4%
1	154	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11226	89.9%
0.2	178	1.4%
0.4	244	2.0%
0.6	357	2.9%
0.8	334	2.7%
1	154	1.2%

Value	Count	Frequency (%)
1	154	1.2%
0.8	334	2.7%
0.6	357	2.9%
0.4	244	2.0%
0.2	178	1.4%
0	11226	89.9%

Month
Categorical

Distinct	13
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	97.7 KiB

May	3248
Nov	3021
Mar	1934
Dec	1756
Oct	516
Other values (8)	2018

Length

Max length	8
Median length	3
Mean length	3.0519491
Min length	3

Characters and Unicode

Total characters	38128
Distinct characters	23
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Feb
2nd row	Feb
3rd row	Feb
4th row	Feb
5th row	Feb

Common Values

Value	Count	Frequency (%)
May	3248	26.0%
Nov	3021	24.2%
Mar	1934	15.5%
Dec	1756	14.1%
Oct	516	4.1%
Sep	452	3.6%
Aug	444	3.6%
Jul	442	3.5%
June	292	2.3%
Feb	181	1.4%
Other values (3)	207	1.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
may	3248	26.0%
nov	3021	24.2%
mar	1934	15.5%
dec	1756	14.1%
oct	516	4.1%
sep	452	3.6%
aug	444	3.6%
jul	442	3.5%
june	292	2.3%
feb	181	1.4%
Other values (3)	207	1.7%

Most occurring characters

Value	Count	Frequency (%)
a	5347	14.0%
M	5341	14.0%
y	3572	9.4%
o	3105	8.1%
N	3021	7.9%
v	3021	7.9%
e	2729	7.2%
c	2314	6.1%
r	1988	5.2%
D	1756	4.6%
Other values (13)	5934	15.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	38128	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	5347	14.0%
M	5341	14.0%
y	3572	9.4%
o	3105	8.1%
N	3021	7.9%
v	3021	7.9%
e	2729	7.2%
c	2314	6.1%
r	1988	5.2%
D	1756	4.6%
Other values (13)	5934	15.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	38128	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	5347	14.0%
M	5341	14.0%
y	3572	9.4%
o	3105	8.1%
N	3021	7.9%
v	3021	7.9%
e	2729	7.2%
c	2314	6.1%
r	1988	5.2%
D	1756	4.6%
Other values (13)	5934	15.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	38128	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	5347	14.0%
M	5341	14.0%
y	3572	9.4%
o	3105	8.1%
N	3021	7.9%
v	3021	7.9%
e	2729	7.2%
c	2314	6.1%
r	1988	5.2%
D	1756	4.6%
Other values (13)	5934	15.6%

OperatingSystems
Real number (ℝ)

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1262307

Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	97.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	3
95-th percentile	3
Maximum	8
Range	7
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.90970565
Coefficient of variation (CV)	0.42784899
Kurtosis	10.373218
Mean	2.1262307
Median Absolute Deviation (MAD)	0
Skewness	2.0477546
Sum	26563
Variance	0.82756438
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
2	6674	53.4%
3	2615	20.9%
1	2609	20.9%
4	484	3.9%
8	79	0.6%
6	19	0.2%
7	7	0.1%
5	6	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2609	20.9%
2	6674	53.4%
3	2615	20.9%
4	484	3.9%
5	6	< 0.1%
6	19	0.2%
7	7	0.1%
8	79	0.6%

Value	Count	Frequency (%)
8	79	0.6%
7	7	0.1%
6	19	0.2%
5	6	< 0.1%
4	484	3.9%
3	2615	20.9%
2	6674	53.4%
1	2609	20.9%

Browser
Real number (ℝ)

Distinct	13
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3574802

Minimum	1
Maximum	13
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	97.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	2
95-th percentile	5
Maximum	13
Range	12
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.7168127
Coefficient of variation (CV)	0.72824056
Kurtosis	12.747345
Mean	2.3574802
Median Absolute Deviation (MAD)	0
Skewness	3.2437959
Sum	29452
Variance	2.9474458
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
2	8079	64.7%
1	2485	19.9%
4	744	6.0%
5	473	3.8%
6	177	1.4%
10	166	1.3%
8	136	1.1%
3	105	0.8%
13	61	0.5%
7	49	0.4%
Other values (3)	18	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2485	19.9%
2	8079	64.7%
3	105	0.8%
4	744	6.0%
5	473	3.8%
6	177	1.4%
7	49	0.4%
8	136	1.1%
9	1	< 0.1%
10	166	1.3%

Value	Count	Frequency (%)
13	61	0.5%
12	11	0.1%
11	6	< 0.1%
10	166	1.3%
9	1	< 0.1%
8	136	1.1%
7	49	0.4%
6	177	1.4%
5	473	3.8%
4	744	6.0%

Region
Real number (ℝ)

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1541663

Minimum	1
Maximum	9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	97.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	3
Q3	4
95-th percentile	8
Maximum	9
Range	8
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.4027528
Coefficient of variation (CV)	0.76177111
Kurtosis	-0.16633187
Mean	3.1541663
Median Absolute Deviation (MAD)	2
Skewness	0.97631637
Sum	39405
Variance	5.7732209
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
1	4827	38.6%
3	2430	19.5%
4	1201	9.6%
2	1153	9.2%
6	830	6.6%
7	771	6.2%
9	513	4.1%
8	448	3.6%
5	320	2.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	4827	38.6%
2	1153	9.2%
3	2430	19.5%
4	1201	9.6%
5	320	2.6%
6	830	6.6%
7	771	6.2%
8	448	3.6%
9	513	4.1%

Value	Count	Frequency (%)
9	513	4.1%
8	448	3.6%
7	771	6.2%
6	830	6.6%
5	320	2.6%
4	1201	9.6%
3	2430	19.5%
2	1153	9.2%
1	4827	38.6%

TrafficType
Categorical

Distinct	37
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	97.7 KiB

2	3763
1	2374
3	1970
4	1039
13	706
Other values (32)	2641

Length

Max length	8
Median length	1
Mean length	1.2799968
Min length	1

Characters and Unicode

Total characters	15991
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5 ?
Unique (%)	< 0.1%

Sample

1st row	1
2nd row	2
3rd row	3
4th row	4
5th row	four

Common Values

Value	Count	Frequency (%)
2	3763	30.1%
1	2374	19.0%
3	1970	15.8%
4	1039	8.3%
13	706	5.7%
6	430	3.4%
10	428	3.4%
8	331	2.6%
5	246	2.0%
11	235	1.9%
Other values (27)	971	7.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2	3763	30.1%
1	2374	19.0%
3	1970	15.8%
4	1039	8.3%
13	706	5.7%
6	430	3.4%
10	428	3.4%
8	331	2.6%
5	246	2.0%
11	235	1.9%
Other values (27)	971	7.8%

Most occurring characters

Value	Count	Frequency (%)
1	4055	25.4%
2	3956	24.7%
3	2676	16.7%
4	1051	6.6%
0	620	3.9%
e	529	3.3%
t	453	2.8%
6	432	2.7%
o	379	2.4%
8	341	2.1%
Other values (16)	1499	9.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	15991	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	4055	25.4%
2	3956	24.7%
3	2676	16.7%
4	1051	6.6%
0	620	3.9%
e	529	3.3%
t	453	2.8%
6	432	2.7%
o	379	2.4%
8	341	2.1%
Other values (16)	1499	9.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	15991	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	4055	25.4%
2	3956	24.7%
3	2676	16.7%
4	1051	6.6%
0	620	3.9%
e	529	3.3%
t	453	2.8%
6	432	2.7%
o	379	2.4%
8	341	2.1%
Other values (16)	1499	9.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	15991	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	4055	25.4%
2	3956	24.7%
3	2676	16.7%
4	1051	6.6%
0	620	3.9%
e	529	3.3%
t	453	2.8%
6	432	2.7%
o	379	2.4%
8	341	2.1%
Other values (16)	1499	9.4%

VisitorType
Categorical

IMBALANCE

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	97.7 KiB

Returning_Visitor	10703
New_Visitor	1705
Other	85

Length

Max length	17
Median length	17
Mean length	16.099496
Min length	5

Characters and Unicode

Total characters	201131
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Returning_Visitor
2nd row	Returning_Visitor
3rd row	Returning_Visitor
4th row	Returning_Visitor
5th row	Returning_Visitor

Common Values

Value	Count	Frequency (%)
Returning_Visitor	10703	85.7%
New_Visitor	1705	13.6%
Other	85	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
returning_visitor	10703	85.7%
new_visitor	1705	13.6%
other	85	0.7%

Most occurring characters

Value	Count	Frequency (%)
i	35519	17.7%
t	23196	11.5%
r	23196	11.5%
n	21406	10.6%
e	12493	6.2%
_	12408	6.2%
V	12408	6.2%
s	12408	6.2%
o	12408	6.2%
R	10703	5.3%
Other values (6)	24986	12.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	201131	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	35519	17.7%
t	23196	11.5%
r	23196	11.5%
n	21406	10.6%
e	12493	6.2%
_	12408	6.2%
V	12408	6.2%
s	12408	6.2%
o	12408	6.2%
R	10703	5.3%
Other values (6)	24986	12.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	201131	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	35519	17.7%
t	23196	11.5%
r	23196	11.5%
n	21406	10.6%
e	12493	6.2%
_	12408	6.2%
V	12408	6.2%
s	12408	6.2%
o	12408	6.2%
R	10703	5.3%
Other values (6)	24986	12.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	201131	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	35519	17.7%
t	23196	11.5%
r	23196	11.5%
n	21406	10.6%
e	12493	6.2%
_	12408	6.2%
V	12408	6.2%
s	12408	6.2%
o	12408	6.2%
R	10703	5.3%
Other values (6)	24986	12.4%

Weekend
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	12.3 KiB

False	9575
True	2918

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	9575	76.6%
True	2918	23.4%

Revenue
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	12.3 KiB

False	10563
True	1930

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	10563	84.6%
True	1930	15.4%

Auto

Heatmap
Table

	Administrative	Administrative_Duration	BounceRates	Browser	ExitRates	Informational	Informational_Duration	Month	OperatingSystems	PageValues	ProductRelated	ProductRelated_Duration	Region	Revenue	SpecialDay	TrafficType	VisitorType	Weekend
Administrative	1.000	0.941	-0.155	-0.013	-0.433	0.369	0.363	0.053	-0.006	0.329	0.459	0.420	0.011	0.131	-0.126	0.080	0.086	0.039
Administrative_Duration	0.941	1.000	-0.164	-0.023	-0.437	0.359	0.354	0.024	-0.008	0.318	0.429	0.412	0.021	0.064	-0.132	0.194	0.007	0.000
BounceRates	-0.155	-0.164	1.000	-0.049	0.603	0.004	-0.003	0.055	0.052	-0.123	-0.053	-0.081	-0.018	0.168	0.135	0.110	0.123	0.050
Browser	-0.013	-0.023	-0.049	1.000	-0.017	-0.019	-0.012	0.060	0.372	0.026	0.043	0.045	0.056	0.038	0.019	0.191	0.469	0.059
ExitRates	-0.433	-0.437	0.603	-0.017	1.000	-0.185	-0.199	0.062	0.021	-0.309	-0.520	-0.478	-0.004	0.244	0.150	0.115	0.185	0.065
Informational	0.369	0.359	0.004	-0.019	-0.185	1.000	0.951	0.014	0.001	0.221	0.366	0.366	-0.020	0.077	-0.056	0.378	0.028	0.012
Informational_Duration	0.363	0.354	-0.003	-0.012	-0.199	0.951	1.000	0.006	0.004	0.225	0.358	0.361	-0.012	0.066	-0.056	0.148	0.008	0.006
Month	0.053	0.024	0.055	0.060	0.062	0.014	0.006	1.000	-0.005	0.077	0.115	0.105	-0.027	0.173	0.023	0.170	0.136	0.057
OperatingSystems	-0.006	-0.008	0.052	0.372	0.021	0.001	0.004	-0.005	1.000	-0.010	0.022	0.025	0.027	0.071	0.024	0.193	0.465	0.119
PageValues	0.329	0.318	-0.123	0.026	-0.309	0.221	0.225	0.077	-0.010	1.000	0.342	0.358	0.003	0.411	-0.073	0.047	0.109	0.035
ProductRelated	0.459	0.429	-0.053	0.043	-0.520	0.366	0.358	0.115	0.022	0.342	1.000	0.883	-0.021	0.126	-0.018	0.237	0.078	0.000
ProductRelated_Duration	0.420	0.412	-0.081	0.045	-0.478	0.366	0.361	0.105	0.025	0.358	0.883	1.000	-0.011	0.071	-0.046	0.407	0.035	0.004
Region	0.011	0.021	-0.018	0.056	-0.004	-0.020	-0.012	-0.027	0.027	0.003	-0.021	-0.011	1.000	0.012	-0.017	0.080	0.180	0.021
Revenue	0.131	0.064	0.168	0.038	0.244	0.077	0.066	0.173	0.071	0.411	0.126	0.071	0.012	1.000	-0.087	0.171	0.102	0.025
SpecialDay	-0.126	-0.132	0.135	0.019	0.150	-0.056	-0.056	0.023	0.024	-0.073	-0.018	-0.046	-0.017	-0.087	1.000	0.108	0.064	0.258
TrafficType	0.080	0.194	0.110	0.191	0.115	0.378	0.148	0.170	0.193	0.047	0.237	0.407	0.080	0.171	0.108	1.000	0.383	0.151
VisitorType	0.086	0.007	0.123	0.469	0.185	0.028	0.008	0.136	0.465	0.109	0.078	0.035	0.180	0.102	0.064	0.383	1.000	0.053
Weekend	0.039	0.000	0.050	0.059	0.065	0.012	0.006	0.057	0.119	0.035	0.000	0.004	0.021	0.025	0.258	0.151	0.053	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Administrative	ProductRelated	ProductRelated_Duration	BounceRates	ExitRates	SpecialDay	Month	OperatingSystems	Browser	Region	TrafficType	VisitorType	Weekend	Revenue
0	0	1	0.000000	0.200000	0.200000	0.0	Feb	1	1	1	1	Returning_Visitor	False	False
1	0	2	64.000000	0.000000	0.100000	0.0	Feb	2	2	1	2	Returning_Visitor	False	False
2	0	1	0.000000	0.200000	0.200000	0.0	Feb	4	1	9	3	Returning_Visitor	False	False
3	0	2	2.666667	0.050000	0.140000	0.0	Feb	3	2	2	4	Returning_Visitor	False	False
4	0	10	627.500000	0.020000	0.050000	0.0	Feb	3	3	1	four	Returning_Visitor	True	False
5	0	19	154.216667	0.015789	0.024561	0.0	Feb	2	2	1	3	Returning_Visitor	False	False
6	0	1	0.000000	0.200000	0.200000	0.4	Feb	2	4	3	3	Returning_Visitor	False	False
7	1	0	0.000000	0.200000	0.200000	0.0	Feb	1	2	1	five	Returning_Visitor	True	False
8	0	2	37.000000	0.000000	0.100000	0.8	Feb	2	2	2	3	Returning_Visitor	False	False
9	0	3	738.000000	0.000000	0.022222	0.4	Feb	2	4	1	2	Returning_Visitor	False	False

	Administrative	Administrative_Duration	Informational	Informational_Duration	ProductRelated	ProductRelated_Duration	BounceRates	ExitRates	SpecialDay	Month	OperatingSystems	Browser	Region	TrafficType	VisitorType	Weekend	Revenue
12483	1	54.0	1	237.0	16	744.500000	0.013333	0.033778	0.0	Mar	2	2	6	2	Returning_Visitor	False	False
12484	1	54.0	1	237.0	16	744.500000	0.013333	0.033778	0.0	Mar	2	2	6	2	Returning_Visitor	False	False
12485	0	0.0	1	57.0	5	454.000000	0.000000	0.050000	0.0	Mar	2	2	3	6	Returning_Visitor	False	False
12486	0	0.0	1	57.0	5	454.000000	0.000000	0.050000	0.0	Mar	2	2	3	6	Returning_Visitor	False	False
12487	0	0.0	0	0.0	15	432.500000	0.000000	0.015385	0.0	May	2	6	6	1	Returning_Visitor	False	False
12488	0	0.0	0	0.0	56	4377.983333	0.004286	0.022296	0.8	May	4	1	1	4	Returning_Visitor	False	False
12489	0	0.0	0	0.0	56	4377.983333	0.004286	0.022296	0.8	May	4	1	1	4	Returning_Visitor	False	False
12490	5	77.0	0	0.0	94	3210.848218	0.002128	0.020922	0.0	Oct	2	2	3	2	Returning_Visitor	True	False
12491	5	77.0	0	0.0	94	3210.848218	0.002128	0.020922	0.0	october	2	2	3	2	Returning_Visitor	True	False
12492	5	77.0	0	0.0	94	3210.848218	0.002128	0.020922	0.0	Oct	2	2	3	2	Returning_Visitor	True	False

Most frequently occurring

	ProductRelated	ProductRelated_Duration	BounceRates	ExitRates	PageValues	Month	OperatingSystems	Browser	Region	TrafficType	VisitorType	Weekend	Revenue	# duplicates
22	1	0.0	0.2	0.20	0.0	Mar	2	2	1	1	Returning_Visitor	False	False	13
30	1	0.0	0.2	0.20	0.0	Mar	3	2	3	1	Returning_Visitor	False	False	6
11	1	0.0	0.2	0.20	0.0	Dec	8	13	9	20	Other	False	False	5
32	1	0.0	0.2	0.20	0.0	May	1	1	1	3	Returning_Visitor	False	False	5
28	1	0.0	0.2	0.20	0.0	Mar	3	2	1	1	Returning_Visitor	False	False	4
35	1	0.0	0.2	0.20	0.0	May	1	1	4	3	Returning_Visitor	False	False	4
38	1	0.0	0.2	0.20	0.0	May	2	2	1	3	Returning_Visitor	False	False	4
53	1	0.0	0.2	0.20	0.0	Nov	2	2	1	1	Returning_Visitor	False	False	4
68	2	7.0	0.0	0.10	NaN	Nov	2	2	4	1	Returning_Visitor	False	False	4
70	2	162.0	0.0	0.05	0.0	May	2	4	1	4	Returning_Visitor	False	False	4

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring